Adaptive Agents and Multi-Agent Systems III. Adaptation and Multi-Agent Learning

Adaptive Agents and Multi-Agent Systems III. Adaptation and Multi-Agent Learning
Author: Karl Tuyls
Publisher: Springer Science & Business Media
Total Pages: 263
Release: 2008-02-08
Genre: Computers
ISBN: 3540779477


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This book contains selected and revised papers of the European Symposium on Adaptive and Learning Agents and Multi-Agent Systems (ALAMAS), editions 2005, 2006 and 2007, held in Paris, Brussels and Maastricht. The goal of the ALAMAS symposia, and this associated book, is to increase awareness and interest in adaptation and learning for single agents and mul- agent systems, and encourage collaboration between machine learning experts, softwareengineeringexperts,mathematicians,biologistsandphysicists,andgive a representative overviewof current state of a?airs in this area. It is an inclusive forum where researchers can present recent work and discuss their newest ideas for a ?rst time with their peers. Thesymposiaseriesfocusesonallaspectsofadaptiveandlearningagentsand multi-agent systems, with a particular emphasis on how to modify established learning techniques and/or create new learning paradigms to address the many challenges presented by complex real-world problems. These symposia were a great success and provided a forum for the pres- tation of new ideas and results bearing on the conception of adaptation and learning for single agents and multi-agent systems. Over these three editions we received 51 submissions, of which 17 were carefully selected, including one invited paper of this year’s invited speaker Simon Parsons. This is a very c- petitive acceptance rate of approximately 31%, which, together with two review cycles, has led to a high-quality LNAI volume. We hope that our readers will be inspired by the papers included in this volume.

Essays on Information Frictions and Liquidity in Macroeconomics

Essays on Information Frictions and Liquidity in Macroeconomics
Author: Cathy Zhang
Publisher:
Total Pages: 225
Release: 2013
Genre:
ISBN: 9781303141652


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This dissertation consists of three essays on information frictions and liquidity in macroeconomics. The first chapter introduces a form of bounded rationality called adaptive learning in a news-driven economy in order to better explain the depth and persistence of recessions. In doing so, this paper adopts expectational stability ("E-stability") as a natural criterion for rationality. In examining the model's stability properties, I find that when agents do not observe current state variables when forming expectations, the rational expectations equilibrium (REE) is not learnable for calibrated parameter values capable of generating news-driven recessions. The second chapter develops an information-based theory of international currency based on search frictions, private trading histories, and imperfect recognizability of assets. Using an open-economy search model with multiple competing currencies, the value of each currency is determined without requiring agents to use a particular currency to purchase a country's goods. Strategic complementarities in portfolio choices and information acquisition decisions generate multiple equilibria with different types of payment arrangements. While some inflation can benefit the country issuing an international currency, the threat of losing international status puts an inflation discipline on the issuing country. When monetary authorities interact in a simple policy game, the temptation to inflate can lead optimal policy to deviate from the Friedman rule. The third chapter is joint work with Sebastien Lotz and studies the choice of payment instruments in a simple model where both money and credit can be used as means of payment. We endogenize the acceptability of credit by allowing retailers to invest in a costly record-keeping technology. Our framework captures the two-sided market interaction between consumers and retailers, leading to strategic complementarities that can generate multiple steady-state equilibria. In addition, limited commitment makes debt contracts self-enforcing and yields an endogenous upper bound on credit use. Our model can explain why the demand for credit declines as inflation falls, and how hold-up problems in technological adoption can prevent retailers from accepting credit as consumers continue to coordinate on cash usage.